Project Title

INFO 523 - Final Project

Project description
Author
Affiliation

Matt Osterhoudt

College of Information Science, University of Arizona

Abstract

Introduction/Question

Approach

Code & Visual Analysis

<class 'pandas.core.frame.DataFrame'>
DatetimeIndex: 2516 entries, 2015-01-02 00:00:00-05:00 to 2024-12-31 00:00:00-05:00
Data columns (total 7 columns):
 #   Column        Non-Null Count  Dtype  
---  ------        --------------  -----  
 0   Open          2516 non-null   float64
 1   High          2516 non-null   float64
 2   Low           2516 non-null   float64
 3   Close         2516 non-null   float64
 4   Volume        2516 non-null   int64  
 5   Dividends     2516 non-null   float64
 6   Stock Splits  2516 non-null   float64
dtypes: float64(6), int64(1)
memory usage: 157.2 KB
<class 'pandas.core.frame.DataFrame'>
DatetimeIndex: 504 entries, 2022-12-29 00:00:00-05:00 to 2024-12-31 00:00:00-05:00
Data columns (total 1 columns):
 #   Column  Non-Null Count  Dtype  
---  ------  --------------  -----  
 0   Close   504 non-null    float64
dtypes: float64(1)
memory usage: 7.9 KB
p-value pre-difference: 0.8514690373172733
p-value post-difference: 8.88080289375411e-28
                               SARIMAX Results                                
==============================================================================
Dep. Variable:                  Close   No. Observations:                 2012
Model:                 ARIMA(9, 1, 9)   Log Likelihood               -5023.202
Date:                Wed, 20 Aug 2025   AIC                          10086.405
Time:                        19:11:44   BIC                          10198.532
Sample:                             0   HQIC                         10127.564
                               - 2012                                         
Covariance Type:                  opg                                         
==============================================================================
                 coef    std err          z      P>|z|      [0.025      0.975]
------------------------------------------------------------------------------
x1             0.0976      0.049      1.987      0.047       0.001       0.194
ar.L1          0.0416      0.072      0.574      0.566      -0.100       0.183
ar.L2         -0.1114      0.071     -1.570      0.116      -0.251       0.028
ar.L3          0.1262      0.068      1.862      0.063      -0.007       0.259
ar.L4         -0.1057      0.058     -1.834      0.067      -0.219       0.007
ar.L5         -0.0850      0.069     -1.232      0.218      -0.220       0.050
ar.L6         -0.0894      0.068     -1.319      0.187      -0.222       0.043
ar.L7          0.1033      0.066      1.564      0.118      -0.026       0.233
ar.L8          0.0889      0.058      1.536      0.125      -0.025       0.202
ar.L9          0.6381      0.064      9.912      0.000       0.512       0.764
ma.L1         -0.1385      0.076     -1.828      0.067      -0.287       0.010
ma.L2          0.1153      0.074      1.554      0.120      -0.030       0.261
ma.L3         -0.1707      0.070     -2.452      0.014      -0.307      -0.034
ma.L4          0.1191      0.063      1.889      0.059      -0.004       0.243
ma.L5          0.0886      0.073      1.218      0.223      -0.054       0.231
ma.L6          0.0108      0.071      0.151      0.880      -0.129       0.150
ma.L7         -0.0699      0.070     -0.993      0.321      -0.208       0.068
ma.L8         -0.1789      0.061     -2.915      0.004      -0.299      -0.059
ma.L9         -0.5115      0.071     -7.241      0.000      -0.650      -0.373
sigma2         8.6894      0.140     61.971      0.000       8.415       8.964
===================================================================================
Ljung-Box (L1) (Q):                   0.11   Jarque-Bera (JB):              4180.40
Prob(Q):                              0.74   Prob(JB):                         0.00
Heteroskedasticity (H):              44.72   Skew:                            -0.54
Prob(H) (two-sided):                  0.00   Kurtosis:                         9.98
===================================================================================

Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step).

Model: "sequential"
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Layer (type)                     Output Shape                  Param # ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ lstm (LSTM)                     │ (None, 50)             │        10,400 │
├─────────────────────────────────┼────────────────────────┼───────────────┤
│ dropout (Dropout)               │ (None, 50)             │             0 │
├─────────────────────────────────┼────────────────────────┼───────────────┤
│ dense (Dense)                   │ (None, 8)              │           408 │
├─────────────────────────────────┼────────────────────────┼───────────────┤
│ dense_1 (Dense)                 │ (None, 1)              │             9 │
└─────────────────────────────────┴────────────────────────┴───────────────┘
 Total params: 10,817 (42.25 KB)
 Trainable params: 10,817 (42.25 KB)
 Non-trainable params: 0 (0.00 B)
Epoch 1/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1:36 2s/step - loss: 0.0436 - root_mean_squared_error: 0.2088

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0372 - root_mean_squared_error: 0.1923

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0301 - root_mean_squared_error: 0.1717

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0259 - root_mean_squared_error: 0.1582

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0229 - root_mean_squared_error: 0.1481

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0207 - root_mean_squared_error: 0.1400

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0189 - root_mean_squared_error: 0.1336

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0175 - root_mean_squared_error: 0.1281

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0164 - root_mean_squared_error: 0.1234

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0154 - root_mean_squared_error: 0.1192

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0145 - root_mean_squared_error: 0.1155

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0138 - root_mean_squared_error: 0.1123

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0131 - root_mean_squared_error: 0.1093

62/62 ━━━━━━━━━━━━━━━━━━━━ 3s 18ms/step - loss: 0.0057 - root_mean_squared_error: 0.0753 - val_loss: 4.4249e-04 - val_root_mean_squared_error: 0.0210

Epoch 2/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 5s 84ms/step - loss: 8.5476e-04 - root_mean_squared_error: 0.0292

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0013 - root_mean_squared_error: 0.0352    

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0013 - root_mean_squared_error: 0.0365

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0014 - root_mean_squared_error: 0.0370

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0014 - root_mean_squared_error: 0.0372

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0014 - root_mean_squared_error: 0.0371

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0014 - root_mean_squared_error: 0.0372

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0014 - root_mean_squared_error: 0.0371

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0014 - root_mean_squared_error: 0.0370

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0014 - root_mean_squared_error: 0.0369

49/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0014 - root_mean_squared_error: 0.0369

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0014 - root_mean_squared_error: 0.0368

59/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0014 - root_mean_squared_error: 0.0368

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 0.0013 - root_mean_squared_error: 0.0357 - val_loss: 0.0015 - val_root_mean_squared_error: 0.0391

Epoch 3/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 8.6839e-04 - root_mean_squared_error: 0.0295

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.1605e-04 - root_mean_squared_error: 0.0302

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 9.2573e-04 - root_mean_squared_error: 0.0304

12/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 9.2855e-04 - root_mean_squared_error: 0.0304

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 9.2044e-04 - root_mean_squared_error: 0.0303

19/62 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 9.1755e-04 - root_mean_squared_error: 0.0303

22/62 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 9.1200e-04 - root_mean_squared_error: 0.0302

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 9.0997e-04 - root_mean_squared_error: 0.0302

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 9.1061e-04 - root_mean_squared_error: 0.0302

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 9.0878e-04 - root_mean_squared_error: 0.0301

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 9.0606e-04 - root_mean_squared_error: 0.0301

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 9.0465e-04 - root_mean_squared_error: 0.0301

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 9.0564e-04 - root_mean_squared_error: 0.0301

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 9.0708e-04 - root_mean_squared_error: 0.0301

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 9.0734e-04 - root_mean_squared_error: 0.0301

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step - loss: 9.3426e-04 - root_mean_squared_error: 0.0306 - val_loss: 6.7853e-04 - val_root_mean_squared_error: 0.0260

Epoch 4/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 28ms/step - loss: 6.5053e-04 - root_mean_squared_error: 0.0255

 4/62 ━━━━━━━━━━━━━━━━━━━ 1s 18ms/step - loss: 6.4383e-04 - root_mean_squared_error: 0.0253

 8/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 7.8186e-04 - root_mean_squared_error: 0.0278

13/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 8.1943e-04 - root_mean_squared_error: 0.0285

18/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.0835e-04 - root_mean_squared_error: 0.0283

23/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.9665e-04 - root_mean_squared_error: 0.0282

28/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.8848e-04 - root_mean_squared_error: 0.0280

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 7.8747e-04 - root_mean_squared_error: 0.0280

34/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 7.8866e-04 - root_mean_squared_error: 0.0280

37/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 7.8912e-04 - root_mean_squared_error: 0.0280

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 7.9035e-04 - root_mean_squared_error: 0.0281

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 7.9241e-04 - root_mean_squared_error: 0.0281

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 7.9644e-04 - root_mean_squared_error: 0.0282

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 8.0089e-04 - root_mean_squared_error: 0.0283

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 8.0526e-04 - root_mean_squared_error: 0.0283

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step - loss: 8.2413e-04 - root_mean_squared_error: 0.0287 - val_loss: 5.2003e-04 - val_root_mean_squared_error: 0.0228

Epoch 5/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 2.8733e-04 - root_mean_squared_error: 0.0170

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.5712e-04 - root_mean_squared_error: 0.0234

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.9961e-04 - root_mean_squared_error: 0.0243

14/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.3523e-04 - root_mean_squared_error: 0.0251

19/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.5942e-04 - root_mean_squared_error: 0.0256

24/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.7250e-04 - root_mean_squared_error: 0.0258

29/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.8901e-04 - root_mean_squared_error: 0.0262

34/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.9785e-04 - root_mean_squared_error: 0.0263

39/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0079e-04 - root_mean_squared_error: 0.0264

44/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0262e-04 - root_mean_squared_error: 0.0265

49/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0420e-04 - root_mean_squared_error: 0.0265

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0441e-04 - root_mean_squared_error: 0.0265

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0425e-04 - root_mean_squared_error: 0.0265

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 7.1564e-04 - root_mean_squared_error: 0.0268 - val_loss: 0.0010 - val_root_mean_squared_error: 0.0323

Epoch 6/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 7.2656e-04 - root_mean_squared_error: 0.0270

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.8665e-04 - root_mean_squared_error: 0.0297

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.0268e-04 - root_mean_squared_error: 0.0282

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.5352e-04 - root_mean_squared_error: 0.0274

19/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.3330e-04 - root_mean_squared_error: 0.0270

22/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.2033e-04 - root_mean_squared_error: 0.0268

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 7.0972e-04 - root_mean_squared_error: 0.0266

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.9734e-04 - root_mean_squared_error: 0.0263

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.8952e-04 - root_mean_squared_error: 0.0262

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.8404e-04 - root_mean_squared_error: 0.0261

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.8217e-04 - root_mean_squared_error: 0.0261

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.8104e-04 - root_mean_squared_error: 0.0261

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.8081e-04 - root_mean_squared_error: 0.0261

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.8109e-04 - root_mean_squared_error: 0.0261

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 6.8754e-04 - root_mean_squared_error: 0.0262 - val_loss: 0.0016 - val_root_mean_squared_error: 0.0405

Epoch 7/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 20s 330ms/step - loss: 9.1728e-04 - root_mean_squared_error: 0.0303

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.6560e-04 - root_mean_squared_error: 0.0257  

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.7625e-04 - root_mean_squared_error: 0.0260

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.8326e-04 - root_mean_squared_error: 0.0261

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.7580e-04 - root_mean_squared_error: 0.0260

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.6331e-04 - root_mean_squared_error: 0.0257

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.5337e-04 - root_mean_squared_error: 0.0255

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.4581e-04 - root_mean_squared_error: 0.0254

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.3846e-04 - root_mean_squared_error: 0.0252

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.3246e-04 - root_mean_squared_error: 0.0251

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.2952e-04 - root_mean_squared_error: 0.0251

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.2626e-04 - root_mean_squared_error: 0.0250

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.2385e-04 - root_mean_squared_error: 0.0250

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 6.1053e-04 - root_mean_squared_error: 0.0247 - val_loss: 9.9473e-04 - val_root_mean_squared_error: 0.0315

Epoch 8/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 2s 36ms/step - loss: 9.6526e-04 - root_mean_squared_error: 0.0311

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.3313e-04 - root_mean_squared_error: 0.0270

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.2173e-04 - root_mean_squared_error: 0.0268

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.9665e-04 - root_mean_squared_error: 0.0263

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.9611e-04 - root_mean_squared_error: 0.0263

24/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.0226e-04 - root_mean_squared_error: 0.0265

29/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.0723e-04 - root_mean_squared_error: 0.0266

32/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.0924e-04 - root_mean_squared_error: 0.0266

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 7.1078e-04 - root_mean_squared_error: 0.0266

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.1087e-04 - root_mean_squared_error: 0.0266

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.0902e-04 - root_mean_squared_error: 0.0266

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.0672e-04 - root_mean_squared_error: 0.0266

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.0500e-04 - root_mean_squared_error: 0.0265

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.0119e-04 - root_mean_squared_error: 0.0265

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 6.4802e-04 - root_mean_squared_error: 0.0255 - val_loss: 3.6582e-04 - val_root_mean_squared_error: 0.0191

Epoch 9/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 19s 323ms/step - loss: 7.1438e-04 - root_mean_squared_error: 0.0267

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 6.1341e-04 - root_mean_squared_error: 0.0247  

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 6.0831e-04 - root_mean_squared_error: 0.0246

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.2194e-04 - root_mean_squared_error: 0.0249

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.2528e-04 - root_mean_squared_error: 0.0250

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.2960e-04 - root_mean_squared_error: 0.0251

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.2946e-04 - root_mean_squared_error: 0.0251

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.2906e-04 - root_mean_squared_error: 0.0251

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.2681e-04 - root_mean_squared_error: 0.0250

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.2421e-04 - root_mean_squared_error: 0.0250

49/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.2080e-04 - root_mean_squared_error: 0.0249

52/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.1857e-04 - root_mean_squared_error: 0.0249

57/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.1606e-04 - root_mean_squared_error: 0.0248

62/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.1397e-04 - root_mean_squared_error: 0.0248

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 5.8747e-04 - root_mean_squared_error: 0.0242 - val_loss: 0.0019 - val_root_mean_squared_error: 0.0432

Epoch 10/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 4.8085e-04 - root_mean_squared_error: 0.0219

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 5.9023e-04 - root_mean_squared_error: 0.0243

 9/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 5.4869e-04 - root_mean_squared_error: 0.0234

12/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 5.4869e-04 - root_mean_squared_error: 0.0234

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 5.5005e-04 - root_mean_squared_error: 0.0234

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 5.5658e-04 - root_mean_squared_error: 0.0236

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 5.5778e-04 - root_mean_squared_error: 0.0236

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 5.5941e-04 - root_mean_squared_error: 0.0236

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 5.6001e-04 - root_mean_squared_error: 0.0237

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 5.6050e-04 - root_mean_squared_error: 0.0237

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.5953e-04 - root_mean_squared_error: 0.0236

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.5917e-04 - root_mean_squared_error: 0.0236

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.5929e-04 - root_mean_squared_error: 0.0236

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.6066e-04 - root_mean_squared_error: 0.0237

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 5.7275e-04 - root_mean_squared_error: 0.0239 - val_loss: 0.0026 - val_root_mean_squared_error: 0.0514

Epoch 11/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 3.5391e-04 - root_mean_squared_error: 0.0188

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 4.2779e-04 - root_mean_squared_error: 0.0207

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.1920e-04 - root_mean_squared_error: 0.0205

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.2696e-04 - root_mean_squared_error: 0.0207

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.4304e-04 - root_mean_squared_error: 0.0210

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.5607e-04 - root_mean_squared_error: 0.0213

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.6208e-04 - root_mean_squared_error: 0.0215

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.6868e-04 - root_mean_squared_error: 0.0216

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.7476e-04 - root_mean_squared_error: 0.0218

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.8043e-04 - root_mean_squared_error: 0.0219

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.8682e-04 - root_mean_squared_error: 0.0220

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.9159e-04 - root_mean_squared_error: 0.0221

59/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.9565e-04 - root_mean_squared_error: 0.0222

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 5.4851e-04 - root_mean_squared_error: 0.0234 - val_loss: 0.0024 - val_root_mean_squared_error: 0.0487

Epoch 12/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 4.7200e-04 - root_mean_squared_error: 0.0217

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.4514e-04 - root_mean_squared_error: 0.0211

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.6737e-04 - root_mean_squared_error: 0.0216

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.7426e-04 - root_mean_squared_error: 0.0218

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.8014e-04 - root_mean_squared_error: 0.0219

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.8277e-04 - root_mean_squared_error: 0.0220

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.8967e-04 - root_mean_squared_error: 0.0221

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.9321e-04 - root_mean_squared_error: 0.0222

39/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.9404e-04 - root_mean_squared_error: 0.0222

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.9481e-04 - root_mean_squared_error: 0.0222

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.9534e-04 - root_mean_squared_error: 0.0222

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.9593e-04 - root_mean_squared_error: 0.0223

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.9611e-04 - root_mean_squared_error: 0.0223

62/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.9654e-04 - root_mean_squared_error: 0.0223

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 5.0651e-04 - root_mean_squared_error: 0.0225 - val_loss: 4.9286e-04 - val_root_mean_squared_error: 0.0222

Epoch 13/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 24ms/step - loss: 5.8297e-04 - root_mean_squared_error: 0.0241

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.1765e-04 - root_mean_squared_error: 0.0227

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.7853e-04 - root_mean_squared_error: 0.0218

14/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.6846e-04 - root_mean_squared_error: 0.0216

18/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 4.6876e-04 - root_mean_squared_error: 0.0216

23/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.8062e-04 - root_mean_squared_error: 0.0219

28/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.8908e-04 - root_mean_squared_error: 0.0221

33/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.9435e-04 - root_mean_squared_error: 0.0222

38/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.9815e-04 - root_mean_squared_error: 0.0223

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.0088e-04 - root_mean_squared_error: 0.0224

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.0210e-04 - root_mean_squared_error: 0.0224

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.0241e-04 - root_mean_squared_error: 0.0224

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.0257e-04 - root_mean_squared_error: 0.0224

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 4.9341e-04 - root_mean_squared_error: 0.0222 - val_loss: 7.5089e-04 - val_root_mean_squared_error: 0.0274

Epoch 14/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 32ms/step - loss: 4.6823e-04 - root_mean_squared_error: 0.0216

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.1411e-04 - root_mean_squared_error: 0.0227

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.9290e-04 - root_mean_squared_error: 0.0222

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.8881e-04 - root_mean_squared_error: 0.0221

18/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 4.8453e-04 - root_mean_squared_error: 0.0220

23/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.8398e-04 - root_mean_squared_error: 0.0220

28/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.8356e-04 - root_mean_squared_error: 0.0220

33/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.8598e-04 - root_mean_squared_error: 0.0220

37/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.8726e-04 - root_mean_squared_error: 0.0221

42/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.8778e-04 - root_mean_squared_error: 0.0221

47/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.8669e-04 - root_mean_squared_error: 0.0221

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.8688e-04 - root_mean_squared_error: 0.0221

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.8636e-04 - root_mean_squared_error: 0.0220

59/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.8520e-04 - root_mean_squared_error: 0.0220

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step - loss: 4.6154e-04 - root_mean_squared_error: 0.0215 - val_loss: 3.9909e-04 - val_root_mean_squared_error: 0.0200

Epoch 15/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 3s 50ms/step - loss: 5.1535e-04 - root_mean_squared_error: 0.0227

 4/62 ━━━━━━━━━━━━━━━━━━━ 1s 21ms/step - loss: 5.5358e-04 - root_mean_squared_error: 0.0235

 8/62 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 5.1852e-04 - root_mean_squared_error: 0.0227

13/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 5.0951e-04 - root_mean_squared_error: 0.0225

18/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 5.2055e-04 - root_mean_squared_error: 0.0228

23/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 5.2061e-04 - root_mean_squared_error: 0.0228

28/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.1770e-04 - root_mean_squared_error: 0.0227

33/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.1726e-04 - root_mean_squared_error: 0.0227

38/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.1742e-04 - root_mean_squared_error: 0.0227

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.1605e-04 - root_mean_squared_error: 0.0227

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.1333e-04 - root_mean_squared_error: 0.0226

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.1083e-04 - root_mean_squared_error: 0.0226

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.0812e-04 - root_mean_squared_error: 0.0225

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 4.7522e-04 - root_mean_squared_error: 0.0218 - val_loss: 0.0017 - val_root_mean_squared_error: 0.0414

Epoch 16/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 3.8854e-04 - root_mean_squared_error: 0.0197

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.9113e-04 - root_mean_squared_error: 0.0221

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.8906e-04 - root_mean_squared_error: 0.0221

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.7836e-04 - root_mean_squared_error: 0.0219

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.6968e-04 - root_mean_squared_error: 0.0217

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.6249e-04 - root_mean_squared_error: 0.0215

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.5689e-04 - root_mean_squared_error: 0.0214

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.5320e-04 - root_mean_squared_error: 0.0213

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.5243e-04 - root_mean_squared_error: 0.0213

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.5227e-04 - root_mean_squared_error: 0.0213

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.5207e-04 - root_mean_squared_error: 0.0213

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.5112e-04 - root_mean_squared_error: 0.0212

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.5015e-04 - root_mean_squared_error: 0.0212

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 4.3449e-04 - root_mean_squared_error: 0.0208 - val_loss: 8.4016e-04 - val_root_mean_squared_error: 0.0290

Epoch 17/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 2.1875e-04 - root_mean_squared_error: 0.0148

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.6659e-04 - root_mean_squared_error: 0.0190

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.7947e-04 - root_mean_squared_error: 0.0194

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.8182e-04 - root_mean_squared_error: 0.0195

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.8805e-04 - root_mean_squared_error: 0.0197

23/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.9157e-04 - root_mean_squared_error: 0.0198

27/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.9638e-04 - root_mean_squared_error: 0.0199

32/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.0091e-04 - root_mean_squared_error: 0.0200

37/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.0433e-04 - root_mean_squared_error: 0.0201

42/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.0684e-04 - root_mean_squared_error: 0.0201

47/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.0766e-04 - root_mean_squared_error: 0.0202

52/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.0737e-04 - root_mean_squared_error: 0.0202

57/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.0731e-04 - root_mean_squared_error: 0.0202

62/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.0780e-04 - root_mean_squared_error: 0.0202

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 4.1344e-04 - root_mean_squared_error: 0.0203 - val_loss: 0.0023 - val_root_mean_squared_error: 0.0480

Epoch 18/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 25s 422ms/step - loss: 3.7170e-04 - root_mean_squared_error: 0.0193

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.1163e-04 - root_mean_squared_error: 0.0203  

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.0855e-04 - root_mean_squared_error: 0.0202

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.0969e-04 - root_mean_squared_error: 0.0202

18/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 4.0726e-04 - root_mean_squared_error: 0.0202

23/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.0488e-04 - root_mean_squared_error: 0.0201

28/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.0431e-04 - root_mean_squared_error: 0.0201

33/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.0577e-04 - root_mean_squared_error: 0.0201

38/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.0774e-04 - root_mean_squared_error: 0.0202

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.0981e-04 - root_mean_squared_error: 0.0202

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.1045e-04 - root_mean_squared_error: 0.0203

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.1075e-04 - root_mean_squared_error: 0.0203

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.1065e-04 - root_mean_squared_error: 0.0203

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.1020e-04 - root_mean_squared_error: 0.0202

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 4.0114e-04 - root_mean_squared_error: 0.0200 - val_loss: 4.2186e-04 - val_root_mean_squared_error: 0.0205

Epoch 19/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 22s 361ms/step - loss: 7.1733e-04 - root_mean_squared_error: 0.0268

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.5949e-04 - root_mean_squared_error: 0.0213  

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.1777e-04 - root_mean_squared_error: 0.0203

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.0521e-04 - root_mean_squared_error: 0.0200

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.9358e-04 - root_mean_squared_error: 0.0198

24/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.9066e-04 - root_mean_squared_error: 0.0197

27/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.9005e-04 - root_mean_squared_error: 0.0197

32/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.9162e-04 - root_mean_squared_error: 0.0197

37/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.9239e-04 - root_mean_squared_error: 0.0198

42/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.9291e-04 - root_mean_squared_error: 0.0198

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.9337e-04 - root_mean_squared_error: 0.0198

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.9410e-04 - root_mean_squared_error: 0.0198

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.9453e-04 - root_mean_squared_error: 0.0198

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.9484e-04 - root_mean_squared_error: 0.0198

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 4.0318e-04 - root_mean_squared_error: 0.0201 - val_loss: 0.0012 - val_root_mean_squared_error: 0.0352

Epoch 20/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 3.7591e-04 - root_mean_squared_error: 0.0194

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.1509e-04 - root_mean_squared_error: 0.0177

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.1509e-04 - root_mean_squared_error: 0.0177

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.2504e-04 - root_mean_squared_error: 0.0180

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.2471e-04 - root_mean_squared_error: 0.0180

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.2420e-04 - root_mean_squared_error: 0.0180

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.2456e-04 - root_mean_squared_error: 0.0180

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.2779e-04 - root_mean_squared_error: 0.0181

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.3125e-04 - root_mean_squared_error: 0.0182

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.3443e-04 - root_mean_squared_error: 0.0183

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.3634e-04 - root_mean_squared_error: 0.0183

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.3729e-04 - root_mean_squared_error: 0.0184

57/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.3790e-04 - root_mean_squared_error: 0.0184

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.3897e-04 - root_mean_squared_error: 0.0184

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 3.6015e-04 - root_mean_squared_error: 0.0190 - val_loss: 0.0014 - val_root_mean_squared_error: 0.0371


 1/16 ━━━━━━━━━━━━━━━━━━━ 1s 115ms/step

14/16 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step  

16/16 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step

16/16 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step

Model: "sequential_1"
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Layer (type)                     Output Shape                  Param # ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ lstm_1 (LSTM)                   │ (None, 50)             │        10,400 │
├─────────────────────────────────┼────────────────────────┼───────────────┤
│ dropout_1 (Dropout)             │ (None, 50)             │             0 │
├─────────────────────────────────┼────────────────────────┼───────────────┤
│ dense_2 (Dense)                 │ (None, 8)              │           408 │
├─────────────────────────────────┼────────────────────────┼───────────────┤
│ dense_3 (Dense)                 │ (None, 1)              │             9 │
└─────────────────────────────────┴────────────────────────┴───────────────┘
 Total params: 10,817 (42.25 KB)
 Trainable params: 10,817 (42.25 KB)
 Non-trainable params: 0 (0.00 B)
Epoch 1/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1:26 1s/step - loss: 0.1124 - root_mean_squared_error: 0.3353

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0883 - root_mean_squared_error: 0.2962

 8/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0786 - root_mean_squared_error: 0.2788

13/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0659 - root_mean_squared_error: 0.2537

18/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0574 - root_mean_squared_error: 0.2352

23/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0509 - root_mean_squared_error: 0.2202

28/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0460 - root_mean_squared_error: 0.2081

33/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0420 - root_mean_squared_error: 0.1980

38/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0388 - root_mean_squared_error: 0.1893

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0361 - root_mean_squared_error: 0.1819

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0338 - root_mean_squared_error: 0.1753

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0318 - root_mean_squared_error: 0.1695

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0301 - root_mean_squared_error: 0.1643

62/62 ━━━━━━━━━━━━━━━━━━━━ 3s 19ms/step - loss: 0.0111 - root_mean_squared_error: 0.1051 - val_loss: 9.9798e-04 - val_root_mean_squared_error: 0.0316

Epoch 2/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 0.0040 - root_mean_squared_error: 0.0629

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0027 - root_mean_squared_error: 0.0520

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0023 - root_mean_squared_error: 0.0477

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0021 - root_mean_squared_error: 0.0459

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0020 - root_mean_squared_error: 0.0449

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0020 - root_mean_squared_error: 0.0443

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0020 - root_mean_squared_error: 0.0440

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0019 - root_mean_squared_error: 0.0437

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0019 - root_mean_squared_error: 0.0433

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0019 - root_mean_squared_error: 0.0429

49/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0018 - root_mean_squared_error: 0.0426

52/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0018 - root_mean_squared_error: 0.0425

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0018 - root_mean_squared_error: 0.0424

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0018 - root_mean_squared_error: 0.0422

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0018 - root_mean_squared_error: 0.0421

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0018 - root_mean_squared_error: 0.0420

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 18ms/step - loss: 0.0015 - root_mean_squared_error: 0.0390 - val_loss: 7.8553e-04 - val_root_mean_squared_error: 0.0280

Epoch 3/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 10s 168ms/step - loss: 6.2617e-04 - root_mean_squared_error: 0.0250

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0011 - root_mean_squared_error: 0.0329      

 9/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0012 - root_mean_squared_error: 0.0347

14/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0013 - root_mean_squared_error: 0.0360

18/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0013 - root_mean_squared_error: 0.0364

22/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0013 - root_mean_squared_error: 0.0365

27/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0013 - root_mean_squared_error: 0.0365

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0013 - root_mean_squared_error: 0.0365

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0013 - root_mean_squared_error: 0.0363

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0013 - root_mean_squared_error: 0.0362

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0013 - root_mean_squared_error: 0.0360

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0013 - root_mean_squared_error: 0.0359

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0013 - root_mean_squared_error: 0.0358

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0013 - root_mean_squared_error: 0.0357

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 0.0012 - root_mean_squared_error: 0.0349 - val_loss: 6.3365e-04 - val_root_mean_squared_error: 0.0252

Epoch 4/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 0.0011 - root_mean_squared_error: 0.0327

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0011 - root_mean_squared_error: 0.0326

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0011 - root_mean_squared_error: 0.0333

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0011 - root_mean_squared_error: 0.0333

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0011 - root_mean_squared_error: 0.0336

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0011 - root_mean_squared_error: 0.0337

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0011 - root_mean_squared_error: 0.0336

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0011 - root_mean_squared_error: 0.0335

39/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0011 - root_mean_squared_error: 0.0334

44/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0011 - root_mean_squared_error: 0.0334

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0011 - root_mean_squared_error: 0.0334

52/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0011 - root_mean_squared_error: 0.0334

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0011 - root_mean_squared_error: 0.0334

57/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0011 - root_mean_squared_error: 0.0334

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0011 - root_mean_squared_error: 0.0334

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 17ms/step - loss: 0.0012 - root_mean_squared_error: 0.0340 - val_loss: 3.3584e-04 - val_root_mean_squared_error: 0.0183

Epoch 5/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 14s 232ms/step - loss: 0.0013 - root_mean_squared_error: 0.0366

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0014 - root_mean_squared_error: 0.0375  

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0013 - root_mean_squared_error: 0.0366

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0013 - root_mean_squared_error: 0.0360

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0013 - root_mean_squared_error: 0.0357

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0013 - root_mean_squared_error: 0.0354

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0012 - root_mean_squared_error: 0.0349

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0012 - root_mean_squared_error: 0.0347

39/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0012 - root_mean_squared_error: 0.0345

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0012 - root_mean_squared_error: 0.0344

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0012 - root_mean_squared_error: 0.0343

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0012 - root_mean_squared_error: 0.0342

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0012 - root_mean_squared_error: 0.0342

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0012 - root_mean_squared_error: 0.0341

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 0.0011 - root_mean_squared_error: 0.0336 - val_loss: 3.8758e-04 - val_root_mean_squared_error: 0.0197

Epoch 6/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 0.0016 - root_mean_squared_error: 0.0403

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0012 - root_mean_squared_error: 0.0340

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0012 - root_mean_squared_error: 0.0339

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0011 - root_mean_squared_error: 0.0336

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0011 - root_mean_squared_error: 0.0333

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0011 - root_mean_squared_error: 0.0328

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0011 - root_mean_squared_error: 0.0327

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0011 - root_mean_squared_error: 0.0325

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0010 - root_mean_squared_error: 0.0323

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0010 - root_mean_squared_error: 0.0322

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0010 - root_mean_squared_error: 0.0321

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0010 - root_mean_squared_error: 0.0321

59/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0010 - root_mean_squared_error: 0.0320

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 9.8656e-04 - root_mean_squared_error: 0.0314 - val_loss: 3.2284e-04 - val_root_mean_squared_error: 0.0180

Epoch 7/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 0.0012 - root_mean_squared_error: 0.0347

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0011 - root_mean_squared_error: 0.0330

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0011 - root_mean_squared_error: 0.0331

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0011 - root_mean_squared_error: 0.0330

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0011 - root_mean_squared_error: 0.0329

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0011 - root_mean_squared_error: 0.0327

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0011 - root_mean_squared_error: 0.0325

34/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0011 - root_mean_squared_error: 0.0324

38/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0010 - root_mean_squared_error: 0.0324

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0010 - root_mean_squared_error: 0.0323

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0010 - root_mean_squared_error: 0.0322

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0010 - root_mean_squared_error: 0.0321

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0010 - root_mean_squared_error: 0.0320

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 9.6554e-04 - root_mean_squared_error: 0.0311 - val_loss: 3.8032e-04 - val_root_mean_squared_error: 0.0195

Epoch 8/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 5.3739e-04 - root_mean_squared_error: 0.0232

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 6.2764e-04 - root_mean_squared_error: 0.0250

 8/62 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 6.5934e-04 - root_mean_squared_error: 0.0256

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 7.0311e-04 - root_mean_squared_error: 0.0265

14/62 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 7.2392e-04 - root_mean_squared_error: 0.0268

18/62 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 7.4110e-04 - root_mean_squared_error: 0.0272

22/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 7.5558e-04 - root_mean_squared_error: 0.0274

27/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 7.7561e-04 - root_mean_squared_error: 0.0278

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 7.8771e-04 - root_mean_squared_error: 0.0280

34/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 7.9898e-04 - root_mean_squared_error: 0.0282

39/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 8.0899e-04 - root_mean_squared_error: 0.0284

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 8.1402e-04 - root_mean_squared_error: 0.0285

47/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 8.1757e-04 - root_mean_squared_error: 0.0286

52/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 8.2001e-04 - root_mean_squared_error: 0.0286

57/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 8.2109e-04 - root_mean_squared_error: 0.0286

62/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 8.2114e-04 - root_mean_squared_error: 0.0286

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step - loss: 8.3163e-04 - root_mean_squared_error: 0.0288 - val_loss: 5.3109e-04 - val_root_mean_squared_error: 0.0230

Epoch 9/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 17s 293ms/step - loss: 0.0012 - root_mean_squared_error: 0.0352

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.4729e-04 - root_mean_squared_error: 0.0289

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.0258e-04 - root_mean_squared_error: 0.0282

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.0115e-04 - root_mean_squared_error: 0.0282

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.0399e-04 - root_mean_squared_error: 0.0283

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.0237e-04 - root_mean_squared_error: 0.0283

29/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.1075e-04 - root_mean_squared_error: 0.0284

33/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.1930e-04 - root_mean_squared_error: 0.0286

37/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.2921e-04 - root_mean_squared_error: 0.0288

42/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.3644e-04 - root_mean_squared_error: 0.0289

47/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.3918e-04 - root_mean_squared_error: 0.0289

52/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.4131e-04 - root_mean_squared_error: 0.0290

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.4431e-04 - root_mean_squared_error: 0.0290

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.4990e-04 - root_mean_squared_error: 0.0291

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 9.1632e-04 - root_mean_squared_error: 0.0303 - val_loss: 9.7297e-04 - val_root_mean_squared_error: 0.0312

Epoch 10/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 24ms/step - loss: 0.0011 - root_mean_squared_error: 0.0325

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0011 - root_mean_squared_error: 0.0325

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.8615e-04 - root_mean_squared_error: 0.0314

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.4365e-04 - root_mean_squared_error: 0.0307

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.1895e-04 - root_mean_squared_error: 0.0303

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.9922e-04 - root_mean_squared_error: 0.0299

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.8174e-04 - root_mean_squared_error: 0.0296

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.6771e-04 - root_mean_squared_error: 0.0294

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.5857e-04 - root_mean_squared_error: 0.0293

44/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.4928e-04 - root_mean_squared_error: 0.0291

49/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.3969e-04 - root_mean_squared_error: 0.0289

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.3140e-04 - root_mean_squared_error: 0.0288

59/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.2395e-04 - root_mean_squared_error: 0.0287

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 7.4432e-04 - root_mean_squared_error: 0.0273 - val_loss: 4.6867e-04 - val_root_mean_squared_error: 0.0216

Epoch 11/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 2s 40ms/step - loss: 5.9006e-04 - root_mean_squared_error: 0.0243

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 6.6786e-04 - root_mean_squared_error: 0.0258

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.8666e-04 - root_mean_squared_error: 0.0262

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.7912e-04 - root_mean_squared_error: 0.0260

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.7613e-04 - root_mean_squared_error: 0.0260

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.8387e-04 - root_mean_squared_error: 0.0261

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.8617e-04 - root_mean_squared_error: 0.0262

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.8684e-04 - root_mean_squared_error: 0.0262

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.8508e-04 - root_mean_squared_error: 0.0262

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.8394e-04 - root_mean_squared_error: 0.0261

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.8235e-04 - root_mean_squared_error: 0.0261

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.7977e-04 - root_mean_squared_error: 0.0261

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.7855e-04 - root_mean_squared_error: 0.0260

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 6.6896e-04 - root_mean_squared_error: 0.0259 - val_loss: 5.5379e-04 - val_root_mean_squared_error: 0.0235

Epoch 12/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 7.7771e-04 - root_mean_squared_error: 0.0279

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 8.0002e-04 - root_mean_squared_error: 0.0283

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.9587e-04 - root_mean_squared_error: 0.0282

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.8658e-04 - root_mean_squared_error: 0.0280

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.7131e-04 - root_mean_squared_error: 0.0278

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.5390e-04 - root_mean_squared_error: 0.0274

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.4013e-04 - root_mean_squared_error: 0.0272

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.2942e-04 - root_mean_squared_error: 0.0270

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.2227e-04 - root_mean_squared_error: 0.0269

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.1713e-04 - root_mean_squared_error: 0.0268

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.1297e-04 - root_mean_squared_error: 0.0267

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0855e-04 - root_mean_squared_error: 0.0266

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0500e-04 - root_mean_squared_error: 0.0265

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 6.4645e-04 - root_mean_squared_error: 0.0254 - val_loss: 5.5535e-04 - val_root_mean_squared_error: 0.0236

Epoch 13/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 28ms/step - loss: 4.7650e-04 - root_mean_squared_error: 0.0218

 4/62 ━━━━━━━━━━━━━━━━━━━ 1s 19ms/step - loss: 5.6849e-04 - root_mean_squared_error: 0.0238

 7/62 ━━━━━━━━━━━━━━━━━━━━ 1s 21ms/step - loss: 5.6887e-04 - root_mean_squared_error: 0.0238

 9/62 ━━━━━━━━━━━━━━━━━━━━ 1s 23ms/step - loss: 5.7752e-04 - root_mean_squared_error: 0.0240

12/62 ━━━━━━━━━━━━━━━━━━━━ 1s 23ms/step - loss: 5.7882e-04 - root_mean_squared_error: 0.0240

15/62 ━━━━━━━━━━━━━━━━━━━━ 1s 22ms/step - loss: 5.8489e-04 - root_mean_squared_error: 0.0242

18/62 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 6.0060e-04 - root_mean_squared_error: 0.0245

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 6.1297e-04 - root_mean_squared_error: 0.0247

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 6.2284e-04 - root_mean_squared_error: 0.0249

28/62 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 6.2758e-04 - root_mean_squared_error: 0.0250

32/62 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 6.3134e-04 - root_mean_squared_error: 0.0251

37/62 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 6.3183e-04 - root_mean_squared_error: 0.0251

42/62 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 6.3208e-04 - root_mean_squared_error: 0.0251

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 6.3227e-04 - root_mean_squared_error: 0.0251

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 6.3269e-04 - root_mean_squared_error: 0.0251

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 6.3329e-04 - root_mean_squared_error: 0.0252

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 6.3373e-04 - root_mean_squared_error: 0.0252

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 18ms/step - loss: 6.4219e-04 - root_mean_squared_error: 0.0253 - val_loss: 3.3608e-04 - val_root_mean_squared_error: 0.0183

Epoch 14/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 2s 40ms/step - loss: 5.6284e-04 - root_mean_squared_error: 0.0237

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.0722e-04 - root_mean_squared_error: 0.0246

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.8846e-04 - root_mean_squared_error: 0.0242

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.0154e-04 - root_mean_squared_error: 0.0245

19/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.1249e-04 - root_mean_squared_error: 0.0247

24/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.1346e-04 - root_mean_squared_error: 0.0247

28/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.1318e-04 - root_mean_squared_error: 0.0247

33/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.1483e-04 - root_mean_squared_error: 0.0248

38/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.1546e-04 - root_mean_squared_error: 0.0248

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.1499e-04 - root_mean_squared_error: 0.0248

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.1280e-04 - root_mean_squared_error: 0.0247

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.1055e-04 - root_mean_squared_error: 0.0247

57/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.0887e-04 - root_mean_squared_error: 0.0247

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.0731e-04 - root_mean_squared_error: 0.0246

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 5.8759e-04 - root_mean_squared_error: 0.0242 - val_loss: 5.4441e-04 - val_root_mean_squared_error: 0.0233

Epoch 15/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 5.1739e-04 - root_mean_squared_error: 0.0227

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.3944e-04 - root_mean_squared_error: 0.0209

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.3639e-04 - root_mean_squared_error: 0.0209

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.4099e-04 - root_mean_squared_error: 0.0210

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.4973e-04 - root_mean_squared_error: 0.0212

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.5876e-04 - root_mean_squared_error: 0.0214

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.6530e-04 - root_mean_squared_error: 0.0216

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.7327e-04 - root_mean_squared_error: 0.0217

39/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.7843e-04 - root_mean_squared_error: 0.0219

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.8275e-04 - root_mean_squared_error: 0.0220

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.8674e-04 - root_mean_squared_error: 0.0220

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.9091e-04 - root_mean_squared_error: 0.0221

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.9604e-04 - root_mean_squared_error: 0.0223

62/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.9988e-04 - root_mean_squared_error: 0.0223

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 5.5321e-04 - root_mean_squared_error: 0.0235 - val_loss: 3.7758e-04 - val_root_mean_squared_error: 0.0194

Epoch 16/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 20s 335ms/step - loss: 7.7733e-04 - root_mean_squared_error: 0.0279

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0994e-04 - root_mean_squared_error: 0.0266  

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.3804e-04 - root_mean_squared_error: 0.0252

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.0539e-04 - root_mean_squared_error: 0.0245

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.9362e-04 - root_mean_squared_error: 0.0243

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.8663e-04 - root_mean_squared_error: 0.0242

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.7999e-04 - root_mean_squared_error: 0.0240

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.7425e-04 - root_mean_squared_error: 0.0239

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.6962e-04 - root_mean_squared_error: 0.0238

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.6731e-04 - root_mean_squared_error: 0.0238

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.6379e-04 - root_mean_squared_error: 0.0237

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.6051e-04 - root_mean_squared_error: 0.0236

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.5862e-04 - root_mean_squared_error: 0.0236

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 5.3617e-04 - root_mean_squared_error: 0.0232 - val_loss: 6.1603e-04 - val_root_mean_squared_error: 0.0248

Epoch 17/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 6.9567e-04 - root_mean_squared_error: 0.0264

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.3060e-04 - root_mean_squared_error: 0.0251

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.3732e-04 - root_mean_squared_error: 0.0252

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.4463e-04 - root_mean_squared_error: 0.0254

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.4190e-04 - root_mean_squared_error: 0.0253

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.3940e-04 - root_mean_squared_error: 0.0253

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.3669e-04 - root_mean_squared_error: 0.0252

34/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.3300e-04 - root_mean_squared_error: 0.0252

38/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.2929e-04 - root_mean_squared_error: 0.0251

42/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.2564e-04 - root_mean_squared_error: 0.0250

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.2352e-04 - root_mean_squared_error: 0.0250

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 6.2128e-04 - root_mean_squared_error: 0.0249

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 6.1928e-04 - root_mean_squared_error: 0.0249

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 6.1710e-04 - root_mean_squared_error: 0.0248

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 6.1528e-04 - root_mean_squared_error: 0.0248

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 6.1450e-04 - root_mean_squared_error: 0.0248

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 18ms/step - loss: 5.9671e-04 - root_mean_squared_error: 0.0244 - val_loss: 9.9620e-04 - val_root_mean_squared_error: 0.0316

Epoch 18/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 30ms/step - loss: 3.3291e-04 - root_mean_squared_error: 0.0182

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.5772e-04 - root_mean_squared_error: 0.0234

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.1390e-04 - root_mean_squared_error: 0.0246

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.3166e-04 - root_mean_squared_error: 0.0250

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.4563e-04 - root_mean_squared_error: 0.0253

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.5269e-04 - root_mean_squared_error: 0.0255

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.5256e-04 - root_mean_squared_error: 0.0255

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.4776e-04 - root_mean_squared_error: 0.0254

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.4253e-04 - root_mean_squared_error: 0.0253

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.3765e-04 - root_mean_squared_error: 0.0252

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.3104e-04 - root_mean_squared_error: 0.0251

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.2479e-04 - root_mean_squared_error: 0.0250

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.1897e-04 - root_mean_squared_error: 0.0248

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 5.4427e-04 - root_mean_squared_error: 0.0233 - val_loss: 7.7728e-04 - val_root_mean_squared_error: 0.0279

Epoch 19/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 26s 435ms/step - loss: 2.1044e-04 - root_mean_squared_error: 0.0145

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.5668e-04 - root_mean_squared_error: 0.0186  

 9/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 4.1449e-04 - root_mean_squared_error: 0.0201

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 4.2941e-04 - root_mean_squared_error: 0.0205

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 4.5044e-04 - root_mean_squared_error: 0.0210

18/62 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 4.5796e-04 - root_mean_squared_error: 0.0212

23/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 4.7257e-04 - root_mean_squared_error: 0.0216

28/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 4.8201e-04 - root_mean_squared_error: 0.0218

33/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 4.8924e-04 - root_mean_squared_error: 0.0220

38/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 4.9347e-04 - root_mean_squared_error: 0.0221

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 4.9634e-04 - root_mean_squared_error: 0.0222

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 4.9969e-04 - root_mean_squared_error: 0.0223

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.0079e-04 - root_mean_squared_error: 0.0223

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.0099e-04 - root_mean_squared_error: 0.0223

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 4.9085e-04 - root_mean_squared_error: 0.0222 - val_loss: 8.6561e-04 - val_root_mean_squared_error: 0.0294

Epoch 20/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 28ms/step - loss: 3.7631e-04 - root_mean_squared_error: 0.0194

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.4868e-04 - root_mean_squared_error: 0.0187

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.6559e-04 - root_mean_squared_error: 0.0191

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.7594e-04 - root_mean_squared_error: 0.0194

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.8353e-04 - root_mean_squared_error: 0.0196

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.8988e-04 - root_mean_squared_error: 0.0197

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.9149e-04 - root_mean_squared_error: 0.0198

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.9462e-04 - root_mean_squared_error: 0.0199

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.9637e-04 - root_mean_squared_error: 0.0199

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.9757e-04 - root_mean_squared_error: 0.0199

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.0033e-04 - root_mean_squared_error: 0.0200

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.0306e-04 - root_mean_squared_error: 0.0201

57/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.0481e-04 - root_mean_squared_error: 0.0201

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.0685e-04 - root_mean_squared_error: 0.0202

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 4.3382e-04 - root_mean_squared_error: 0.0208 - val_loss: 3.2972e-04 - val_root_mean_squared_error: 0.0182


 1/16 ━━━━━━━━━━━━━━━━━━━ 1s 110ms/step

14/16 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step  

16/16 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step

16/16 ━━━━━━━━━━━━━━━━━━━━ 1s 28ms/step

Model: "sequential_2"
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Layer (type)                     Output Shape                  Param # ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ lstm_2 (LSTM)                   │ (None, 50)             │        10,400 │
├─────────────────────────────────┼────────────────────────┼───────────────┤
│ dropout_2 (Dropout)             │ (None, 50)             │             0 │
├─────────────────────────────────┼────────────────────────┼───────────────┤
│ dense_4 (Dense)                 │ (None, 8)              │           408 │
├─────────────────────────────────┼────────────────────────┼───────────────┤
│ dense_5 (Dense)                 │ (None, 1)              │             9 │
└─────────────────────────────────┴────────────────────────┴───────────────┘
 Total params: 10,817 (42.25 KB)
 Trainable params: 10,817 (42.25 KB)
 Non-trainable params: 0 (0.00 B)
Epoch 1/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1:31 2s/step - loss: 0.0893 - root_mean_squared_error: 0.2988

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0788 - root_mean_squared_error: 0.2805

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0708 - root_mean_squared_error: 0.2654

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0633 - root_mean_squared_error: 0.2500

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0569 - root_mean_squared_error: 0.2359

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0519 - root_mean_squared_error: 0.2242

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0477 - root_mean_squared_error: 0.2142

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0443 - root_mean_squared_error: 0.2054

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0413 - root_mean_squared_error: 0.1977

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0393 - root_mean_squared_error: 0.1921

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0379 - root_mean_squared_error: 0.1883

52/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0362 - root_mean_squared_error: 0.1835

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0351 - root_mean_squared_error: 0.1802

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0333 - root_mean_squared_error: 0.1750

62/62 ━━━━━━━━━━━━━━━━━━━━ 3s 19ms/step - loss: 0.0134 - root_mean_squared_error: 0.1156 - val_loss: 0.0013 - val_root_mean_squared_error: 0.0363

Epoch 2/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 0.0014 - root_mean_squared_error: 0.0368

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0013 - root_mean_squared_error: 0.0357

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0013 - root_mean_squared_error: 0.0359

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0013 - root_mean_squared_error: 0.0356

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0013 - root_mean_squared_error: 0.0357

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0013 - root_mean_squared_error: 0.0358

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0013 - root_mean_squared_error: 0.0358

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0013 - root_mean_squared_error: 0.0357

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0013 - root_mean_squared_error: 0.0356

44/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0013 - root_mean_squared_error: 0.0355

47/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0013 - root_mean_squared_error: 0.0354

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0013 - root_mean_squared_error: 0.0354

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0012 - root_mean_squared_error: 0.0353

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0012 - root_mean_squared_error: 0.0352

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 0.0011 - root_mean_squared_error: 0.0339 - val_loss: 4.6507e-04 - val_root_mean_squared_error: 0.0216

Epoch 3/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 0.0010 - root_mean_squared_error: 0.0323

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0013 - root_mean_squared_error: 0.0362

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0012 - root_mean_squared_error: 0.0348

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0011 - root_mean_squared_error: 0.0337

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0011 - root_mean_squared_error: 0.0325

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0010 - root_mean_squared_error: 0.0318

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.8885e-04 - root_mean_squared_error: 0.0313

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.6331e-04 - root_mean_squared_error: 0.0309

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.4387e-04 - root_mean_squared_error: 0.0306

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.2905e-04 - root_mean_squared_error: 0.0303

49/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.1874e-04 - root_mean_squared_error: 0.0302

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.0798e-04 - root_mean_squared_error: 0.0300

59/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.9797e-04 - root_mean_squared_error: 0.0298

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 7.7464e-04 - root_mean_squared_error: 0.0278 - val_loss: 2.8776e-04 - val_root_mean_squared_error: 0.0170

Epoch 4/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 28ms/step - loss: 4.0230e-04 - root_mean_squared_error: 0.0201

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.5725e-04 - root_mean_squared_error: 0.0235

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.5356e-04 - root_mean_squared_error: 0.0254

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0196e-04 - root_mean_squared_error: 0.0264

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0856e-04 - root_mean_squared_error: 0.0265

24/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.0682e-04 - root_mean_squared_error: 0.0265

29/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0411e-04 - root_mean_squared_error: 0.0265

34/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0275e-04 - root_mean_squared_error: 0.0265

39/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0092e-04 - root_mean_squared_error: 0.0264

44/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0114e-04 - root_mean_squared_error: 0.0264

49/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.9992e-04 - root_mean_squared_error: 0.0264

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.9819e-04 - root_mean_squared_error: 0.0264

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.9577e-04 - root_mean_squared_error: 0.0263

62/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.9347e-04 - root_mean_squared_error: 0.0263

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 6.5983e-04 - root_mean_squared_error: 0.0257 - val_loss: 2.6917e-04 - val_root_mean_squared_error: 0.0164

Epoch 5/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 22s 362ms/step - loss: 0.0010 - root_mean_squared_error: 0.0322

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.1201e-04 - root_mean_squared_error: 0.0284

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.3344e-04 - root_mean_squared_error: 0.0270

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.9605e-04 - root_mean_squared_error: 0.0263

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.8287e-04 - root_mean_squared_error: 0.0260

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.7638e-04 - root_mean_squared_error: 0.0259

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.6748e-04 - root_mean_squared_error: 0.0258

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.6096e-04 - root_mean_squared_error: 0.0257

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.5356e-04 - root_mean_squared_error: 0.0255

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.4734e-04 - root_mean_squared_error: 0.0254

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.4088e-04 - root_mean_squared_error: 0.0253

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.3443e-04 - root_mean_squared_error: 0.0251

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.2861e-04 - root_mean_squared_error: 0.0250

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 5.6641e-04 - root_mean_squared_error: 0.0238 - val_loss: 9.6898e-04 - val_root_mean_squared_error: 0.0311

Epoch 6/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 28ms/step - loss: 6.0127e-04 - root_mean_squared_error: 0.0245

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 6.5693e-04 - root_mean_squared_error: 0.0256

 9/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 6.8225e-04 - root_mean_squared_error: 0.0261

14/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.5361e-04 - root_mean_squared_error: 0.0255

18/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.3341e-04 - root_mean_squared_error: 0.0251

22/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.1721e-04 - root_mean_squared_error: 0.0248

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.0446e-04 - root_mean_squared_error: 0.0245

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.9243e-04 - root_mean_squared_error: 0.0243

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.8555e-04 - root_mean_squared_error: 0.0242

39/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.8305e-04 - root_mean_squared_error: 0.0241

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.7998e-04 - root_mean_squared_error: 0.0240

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.7669e-04 - root_mean_squared_error: 0.0240

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.7374e-04 - root_mean_squared_error: 0.0239

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.7173e-04 - root_mean_squared_error: 0.0239

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.6962e-04 - root_mean_squared_error: 0.0238

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 17ms/step - loss: 5.5354e-04 - root_mean_squared_error: 0.0235 - val_loss: 7.4690e-04 - val_root_mean_squared_error: 0.0273

Epoch 7/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 16s 271ms/step - loss: 3.4006e-04 - root_mean_squared_error: 0.0184

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.8341e-04 - root_mean_squared_error: 0.0168  

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.1128e-04 - root_mean_squared_error: 0.0176

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.4303e-04 - root_mean_squared_error: 0.0184

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.5741e-04 - root_mean_squared_error: 0.0188

24/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.7149e-04 - root_mean_squared_error: 0.0192

28/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.8299e-04 - root_mean_squared_error: 0.0195

33/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.9368e-04 - root_mean_squared_error: 0.0198

38/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.0258e-04 - root_mean_squared_error: 0.0200

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.0887e-04 - root_mean_squared_error: 0.0201

47/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.1311e-04 - root_mean_squared_error: 0.0203

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.1565e-04 - root_mean_squared_error: 0.0203

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.1906e-04 - root_mean_squared_error: 0.0204

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.2208e-04 - root_mean_squared_error: 0.0205

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 4.5748e-04 - root_mean_squared_error: 0.0214 - val_loss: 0.0024 - val_root_mean_squared_error: 0.0489

Epoch 8/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 6.7709e-04 - root_mean_squared_error: 0.0260

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.1792e-04 - root_mean_squared_error: 0.0227

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.6281e-04 - root_mean_squared_error: 0.0214

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.3131e-04 - root_mean_squared_error: 0.0207

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.1855e-04 - root_mean_squared_error: 0.0204

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.1889e-04 - root_mean_squared_error: 0.0204

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.1998e-04 - root_mean_squared_error: 0.0204

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.1962e-04 - root_mean_squared_error: 0.0204

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.1980e-04 - root_mean_squared_error: 0.0205

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.2122e-04 - root_mean_squared_error: 0.0205

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.2248e-04 - root_mean_squared_error: 0.0205

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.2352e-04 - root_mean_squared_error: 0.0206

57/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.2457e-04 - root_mean_squared_error: 0.0206

62/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.2572e-04 - root_mean_squared_error: 0.0206

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 4.3943e-04 - root_mean_squared_error: 0.0210 - val_loss: 8.4446e-04 - val_root_mean_squared_error: 0.0291

Epoch 9/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 3.1209e-04 - root_mean_squared_error: 0.0177

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.5209e-04 - root_mean_squared_error: 0.0187

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.7827e-04 - root_mean_squared_error: 0.0194

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.8449e-04 - root_mean_squared_error: 0.0196

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.9018e-04 - root_mean_squared_error: 0.0197

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.9992e-04 - root_mean_squared_error: 0.0200

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.0316e-04 - root_mean_squared_error: 0.0201

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.0441e-04 - root_mean_squared_error: 0.0201

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.0784e-04 - root_mean_squared_error: 0.0202

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.1187e-04 - root_mean_squared_error: 0.0203

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.1395e-04 - root_mean_squared_error: 0.0203

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.1469e-04 - root_mean_squared_error: 0.0204

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.1446e-04 - root_mean_squared_error: 0.0203

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 4.1852e-04 - root_mean_squared_error: 0.0205 - val_loss: 0.0013 - val_root_mean_squared_error: 0.0360

Epoch 10/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 27ms/step - loss: 3.6907e-04 - root_mean_squared_error: 0.0192

 4/62 ━━━━━━━━━━━━━━━━━━━ 1s 18ms/step - loss: 4.5593e-04 - root_mean_squared_error: 0.0213

 7/62 ━━━━━━━━━━━━━━━━━━━━ 1s 20ms/step - loss: 4.5657e-04 - root_mean_squared_error: 0.0213

10/62 ━━━━━━━━━━━━━━━━━━━━ 1s 20ms/step - loss: 4.4319e-04 - root_mean_squared_error: 0.0210

13/62 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 4.3314e-04 - root_mean_squared_error: 0.0208

17/62 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 4.2610e-04 - root_mean_squared_error: 0.0206

22/62 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 4.1832e-04 - root_mean_squared_error: 0.0204

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 4.1211e-04 - root_mean_squared_error: 0.0203

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 4.0740e-04 - root_mean_squared_error: 0.0202

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 4.0384e-04 - root_mean_squared_error: 0.0201

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 4.0116e-04 - root_mean_squared_error: 0.0200

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 3.9932e-04 - root_mean_squared_error: 0.0200

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 3.9687e-04 - root_mean_squared_error: 0.0199

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 3.9462e-04 - root_mean_squared_error: 0.0199

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 3.9337e-04 - root_mean_squared_error: 0.0198

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step - loss: 3.7791e-04 - root_mean_squared_error: 0.0194 - val_loss: 0.0013 - val_root_mean_squared_error: 0.0357

Epoch 11/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 2s 38ms/step - loss: 9.6327e-04 - root_mean_squared_error: 0.0310

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 6.8831e-04 - root_mean_squared_error: 0.0261

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.6498e-04 - root_mean_squared_error: 0.0235

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.1244e-04 - root_mean_squared_error: 0.0224

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.8094e-04 - root_mean_squared_error: 0.0217

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.6139e-04 - root_mean_squared_error: 0.0213

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.4946e-04 - root_mean_squared_error: 0.0210

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.4175e-04 - root_mean_squared_error: 0.0209

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.3393e-04 - root_mean_squared_error: 0.0207

44/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.2868e-04 - root_mean_squared_error: 0.0206

47/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.2523e-04 - root_mean_squared_error: 0.0205

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.2247e-04 - root_mean_squared_error: 0.0204

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.1852e-04 - root_mean_squared_error: 0.0204

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.1577e-04 - root_mean_squared_error: 0.0203

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 3.8731e-04 - root_mean_squared_error: 0.0197 - val_loss: 0.0014 - val_root_mean_squared_error: 0.0376

Epoch 12/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 1.7730e-04 - root_mean_squared_error: 0.0133

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.5413e-04 - root_mean_squared_error: 0.0159

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.9813e-04 - root_mean_squared_error: 0.0172

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.2804e-04 - root_mean_squared_error: 0.0180

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.4427e-04 - root_mean_squared_error: 0.0185

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.5469e-04 - root_mean_squared_error: 0.0187

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.5872e-04 - root_mean_squared_error: 0.0189

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.6172e-04 - root_mean_squared_error: 0.0190

38/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.6423e-04 - root_mean_squared_error: 0.0190

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.6679e-04 - root_mean_squared_error: 0.0191

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.6899e-04 - root_mean_squared_error: 0.0192

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.6986e-04 - root_mean_squared_error: 0.0192

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.7009e-04 - root_mean_squared_error: 0.0192

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.7028e-04 - root_mean_squared_error: 0.0192

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 3.8030e-04 - root_mean_squared_error: 0.0195 - val_loss: 0.0019 - val_root_mean_squared_error: 0.0441

Epoch 13/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 2s 42ms/step - loss: 3.8363e-04 - root_mean_squared_error: 0.0196

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.5561e-04 - root_mean_squared_error: 0.0188

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.6058e-04 - root_mean_squared_error: 0.0190

13/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 3.6232e-04 - root_mean_squared_error: 0.0190

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 3.5943e-04 - root_mean_squared_error: 0.0190

19/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 3.5430e-04 - root_mean_squared_error: 0.0188

23/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 3.4939e-04 - root_mean_squared_error: 0.0187

28/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 3.4534e-04 - root_mean_squared_error: 0.0186

33/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 3.4129e-04 - root_mean_squared_error: 0.0185

38/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 3.3811e-04 - root_mean_squared_error: 0.0184

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 3.3516e-04 - root_mean_squared_error: 0.0183

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.3312e-04 - root_mean_squared_error: 0.0182

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.3195e-04 - root_mean_squared_error: 0.0182

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.3095e-04 - root_mean_squared_error: 0.0182

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 3.2514e-04 - root_mean_squared_error: 0.0180 - val_loss: 0.0016 - val_root_mean_squared_error: 0.0394

Epoch 14/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 1.8445e-04 - root_mean_squared_error: 0.0136

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.5055e-04 - root_mean_squared_error: 0.0157

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.8046e-04 - root_mean_squared_error: 0.0167

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.9064e-04 - root_mean_squared_error: 0.0170

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.8979e-04 - root_mean_squared_error: 0.0170

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.9103e-04 - root_mean_squared_error: 0.0170

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.9126e-04 - root_mean_squared_error: 0.0170

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.9212e-04 - root_mean_squared_error: 0.0171

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.9249e-04 - root_mean_squared_error: 0.0171

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.9391e-04 - root_mean_squared_error: 0.0171

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.9550e-04 - root_mean_squared_error: 0.0172

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.9688e-04 - root_mean_squared_error: 0.0172

59/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.9826e-04 - root_mean_squared_error: 0.0173

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 3.0675e-04 - root_mean_squared_error: 0.0175 - val_loss: 0.0017 - val_root_mean_squared_error: 0.0414

Epoch 15/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 5.1840e-04 - root_mean_squared_error: 0.0228

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.8579e-04 - root_mean_squared_error: 0.0196

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.3309e-04 - root_mean_squared_error: 0.0182

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.1319e-04 - root_mean_squared_error: 0.0176

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.0080e-04 - root_mean_squared_error: 0.0173

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.9385e-04 - root_mean_squared_error: 0.0171

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.8907e-04 - root_mean_squared_error: 0.0169

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.8583e-04 - root_mean_squared_error: 0.0169

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.8384e-04 - root_mean_squared_error: 0.0168

44/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.8396e-04 - root_mean_squared_error: 0.0168

47/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 2.8395e-04 - root_mean_squared_error: 0.0168

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 2.8397e-04 - root_mean_squared_error: 0.0168

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 2.8412e-04 - root_mean_squared_error: 0.0168

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.8445e-04 - root_mean_squared_error: 0.0168

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 2.8818e-04 - root_mean_squared_error: 0.0170 - val_loss: 0.0018 - val_root_mean_squared_error: 0.0421

Epoch 16/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 24s 400ms/step - loss: 2.2689e-04 - root_mean_squared_error: 0.0151

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.3002e-04 - root_mean_squared_error: 0.0181  

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.1283e-04 - root_mean_squared_error: 0.0176

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.0494e-04 - root_mean_squared_error: 0.0174

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.9986e-04 - root_mean_squared_error: 0.0173

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.0290e-04 - root_mean_squared_error: 0.0174

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.0645e-04 - root_mean_squared_error: 0.0175

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.0839e-04 - root_mean_squared_error: 0.0175

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.0810e-04 - root_mean_squared_error: 0.0175

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.0786e-04 - root_mean_squared_error: 0.0175

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.0701e-04 - root_mean_squared_error: 0.0175

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.0602e-04 - root_mean_squared_error: 0.0175

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.0518e-04 - root_mean_squared_error: 0.0175

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 2.9191e-04 - root_mean_squared_error: 0.0171 - val_loss: 0.0018 - val_root_mean_squared_error: 0.0422

Epoch 17/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 2.0825e-04 - root_mean_squared_error: 0.0144

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.8071e-04 - root_mean_squared_error: 0.0167

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.8291e-04 - root_mean_squared_error: 0.0168

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.8681e-04 - root_mean_squared_error: 0.0169

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.8520e-04 - root_mean_squared_error: 0.0169

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.8211e-04 - root_mean_squared_error: 0.0168

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.8034e-04 - root_mean_squared_error: 0.0167

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.7841e-04 - root_mean_squared_error: 0.0167

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.7684e-04 - root_mean_squared_error: 0.0166

44/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.7599e-04 - root_mean_squared_error: 0.0166

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 2.7516e-04 - root_mean_squared_error: 0.0166

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.7475e-04 - root_mean_squared_error: 0.0166

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.7523e-04 - root_mean_squared_error: 0.0166

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 2.8800e-04 - root_mean_squared_error: 0.0170 - val_loss: 0.0013 - val_root_mean_squared_error: 0.0355

Epoch 18/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 1.7016e-04 - root_mean_squared_error: 0.0130

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 2.1420e-04 - root_mean_squared_error: 0.0145

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.5249e-04 - root_mean_squared_error: 0.0158

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.7194e-04 - root_mean_squared_error: 0.0164

18/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 2.7923e-04 - root_mean_squared_error: 0.0166

22/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 2.8463e-04 - root_mean_squared_error: 0.0168

27/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 2.8726e-04 - root_mean_squared_error: 0.0169

32/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 2.8909e-04 - root_mean_squared_error: 0.0170

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 2.8984e-04 - root_mean_squared_error: 0.0170

38/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 2.9033e-04 - root_mean_squared_error: 0.0170

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 2.9034e-04 - root_mean_squared_error: 0.0170

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 2.8991e-04 - root_mean_squared_error: 0.0170

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 2.8958e-04 - root_mean_squared_error: 0.0170

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 2.8913e-04 - root_mean_squared_error: 0.0170

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 2.8886e-04 - root_mean_squared_error: 0.0170

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 2.8698e-04 - root_mean_squared_error: 0.0169 - val_loss: 0.0017 - val_root_mean_squared_error: 0.0408

Epoch 19/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 19s 318ms/step - loss: 2.2623e-04 - root_mean_squared_error: 0.0150

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.2480e-04 - root_mean_squared_error: 0.0150  

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.3253e-04 - root_mean_squared_error: 0.0152

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.3627e-04 - root_mean_squared_error: 0.0154

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.4251e-04 - root_mean_squared_error: 0.0156

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.4971e-04 - root_mean_squared_error: 0.0158

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.5401e-04 - root_mean_squared_error: 0.0159

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.5726e-04 - root_mean_squared_error: 0.0160

39/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.5853e-04 - root_mean_squared_error: 0.0161

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 2.6013e-04 - root_mean_squared_error: 0.0161

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.6164e-04 - root_mean_squared_error: 0.0162

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.6307e-04 - root_mean_squared_error: 0.0162

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.6431e-04 - root_mean_squared_error: 0.0162

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 2.9322e-04 - root_mean_squared_error: 0.0171 - val_loss: 0.0012 - val_root_mean_squared_error: 0.0349

Epoch 20/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 25s 410ms/step - loss: 1.8278e-04 - root_mean_squared_error: 0.0135

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 2.4806e-04 - root_mean_squared_error: 0.0157  

 9/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 2.6234e-04 - root_mean_squared_error: 0.0161

12/62 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 2.7434e-04 - root_mean_squared_error: 0.0165

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 2.7751e-04 - root_mean_squared_error: 0.0166

18/62 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 2.7756e-04 - root_mean_squared_error: 0.0166

22/62 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 2.7798e-04 - root_mean_squared_error: 0.0166

27/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 2.7640e-04 - root_mean_squared_error: 0.0166

32/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 2.7581e-04 - root_mean_squared_error: 0.0166

37/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 2.7474e-04 - root_mean_squared_error: 0.0166

42/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 2.7374e-04 - root_mean_squared_error: 0.0165

47/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 2.7300e-04 - root_mean_squared_error: 0.0165

52/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 2.7189e-04 - root_mean_squared_error: 0.0165

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 2.7103e-04 - root_mean_squared_error: 0.0164

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 2.7066e-04 - root_mean_squared_error: 0.0164

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step - loss: 2.6787e-04 - root_mean_squared_error: 0.0164 - val_loss: 0.0015 - val_root_mean_squared_error: 0.0383


 1/16 ━━━━━━━━━━━━━━━━━━━ 1s 110ms/step

14/16 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step  

16/16 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step

16/16 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step

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